{"id":"W4389031870","doi":"10.1093/ofid/ofad500.2424","title":"2813. Impact of a Recent Change in Tobramycin Breakpoints (CLSI) on the Proportion of <i>Pseudomonas aeruginosa</i> Clinical Isolates that are Multidrug-Resistant: CANWARD, 2016 to 2021","year":2023,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Broth microdilution; Medicine; Meropenem; Ciprofloxacin; Microbiology; Piperacillin/tazobactam; Tobramycin; Ceftazidime; Tazobactam; Piperacillin; Multiple drug resistance; Pseudomonas aeruginosa; Minimum inhibitory concentration; Imipenem; Antimicrobial; Antibiotics; Antibiotic resistance; Biology; Bacteria; Gentamicin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004227399,0.000243385,0.0004299714,0.000102416,0.0000857392,0.00005064876,0.0004313285,0.0001424948,0.000168006],"category_scores_gemma":[0.0005561095,0.0001703295,0.0002523526,0.0004017844,0.0001404603,0.00002204771,0.0004275827,0.000101997,0.00003784946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006720072,"about_ca_system_score_gemma":0.0002161211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026345,"about_ca_topic_score_gemma":0.002574013,"domain_scores_codex":[0.9981586,0.0002231388,0.0005451837,0.0004801538,0.0002048804,0.0003880877],"domain_scores_gemma":[0.9985078,0.00009626746,0.0004264715,0.0006576749,0.0001636752,0.0001480935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001270213,0.0005712814,0.9665916,0.00004270707,0.0001313746,0.00001045689,0.00005106771,0.00004279527,0.01891615,0.00004460656,0.007644977,0.004682777],"study_design_scores_gemma":[0.0009616442,0.001020812,0.9732201,0.0003397099,0.00003664748,0.000002920947,0.0002259509,0.00002951085,0.02247301,0.0001218323,0.001322317,0.0002455614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962262,0.0001521449,0.00000746976,0.0007250442,0.000203937,0.001442029,0.0005397241,0.00001357896,0.0006898645],"genre_scores_gemma":[0.9978752,0.001323161,0.00001334758,0.0002542367,0.00007947093,0.0001094343,0.0001819769,0.00003592013,0.0001272923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006628493,"threshold_uncertainty_score":0.6945834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031071582576791,"score_gpt":0.3536757796918207,"score_spread":0.3133650638660528,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}